| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Entropy Estimation | MDP M1 | Estimated Entropy1.023 | 6 | |
| Entropy Estimation | MDP M2 | Estimated Entropy1.324 | 3 | |
| Gittins index estimation | MDP | Maximum Estimation Error0.135 | 3 | |
| Minimal Entropy Strategy Synthesis | MDP M4 | EntAns0.693 | 1 | |
| Minimal Entropy Strategy Synthesis | MDP M3 | Entropy Answer1.099 | 1 | |
| Entropy Estimation | MDP M5 | Exp(Estimated Entropy)2.954 | 1 | |
| Entropy Estimation | MDP M4 | Exp(Estimated Entropy)2 | 1 | |
| Entropy Estimation | MDP M3 | Exp(Estimated Entropy)3 | 1 | |
| Near-optimal policy identification | MDP | Metric- | 0 | |
| Transfer Reinforcement Learning | MDP with Tucker rank (d, d, d) | Metric- | 0 | |
| Transfer Reinforcement Learning | MDP with Tucker rank (S, S, d) | Metric- | 0 | |
| Compute epsilon-optimal policy | MDP sample setting | Metric- | 0 |